Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 630 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 44.4 KiB |
| Average record size in memory | 72.2 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 1 |
sr is highly overall correlated with rr and 7 other fields | High correlation |
rr is highly overall correlated with sr and 7 other fields | High correlation |
t is highly overall correlated with sr and 7 other fields | High correlation |
lm is highly overall correlated with sr and 7 other fields | High correlation |
bo is highly overall correlated with sr and 7 other fields | High correlation |
rem is highly overall correlated with sr and 7 other fields | High correlation |
sr.1 is highly overall correlated with sr and 7 other fields | High correlation |
hr is highly overall correlated with sr and 7 other fields | High correlation |
sl is highly overall correlated with sr and 7 other fields | High correlation |
sl is uniformly distributed | Uniform |
sr.1 has 127 (20.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-10-04 09:12:47.055438 |
|---|---|
| Analysis finished | 2023-10-04 09:13:10.112164 |
| Duration | 23.06 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
sr
Real number (ℝ)
| Distinct | 627 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.6 |
| Minimum | 45 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.0 KiB |
Quantile statistics
| Minimum | 45 |
|---|---|
| 5-th percentile | 46.258 |
| Q1 | 52.5 |
| median | 70 |
| Q3 | 91.25 |
| 95-th percentile | 98.9936 |
| Maximum | 100 |
| Range | 55 |
| Interquartile range (IQR) | 38.75 |
Descriptive statistics
| Standard deviation | 19.372833 |
|---|---|
| Coefficient of variation (CV) | 0.27057029 |
| Kurtosis | -1.5466136 |
| Mean | 71.6 |
| Median Absolute Deviation (MAD) | 19.02 |
| Skewness | 0.11393461 |
| Sum | 45108 |
| Variance | 375.30666 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 2 | 0.3% |
| 80 | 2 | 0.3% |
| 50 | 2 | 0.3% |
| 93.8 | 1 | 0.2% |
| 56 | 1 | 0.2% |
| 81.8 | 1 | 0.2% |
| 49.88 | 1 | 0.2% |
| 52.16 | 1 | 0.2% |
| 98.624 | 1 | 0.2% |
| 98.4 | 1 | 0.2% |
| Other values (617) | 617 |
| Value | Count | Frequency (%) |
| 45 | 1 | |
| 45.04 | 1 | |
| 45.08 | 1 | |
| 45.12 | 1 | |
| 45.16 | 1 | |
| 45.2 | 1 | |
| 45.24 | 1 | |
| 45.28 | 1 | |
| 45.32 | 1 | |
| 45.36 | 1 |
| Value | Count | Frequency (%) |
| 100 | 1 | |
| 99.968 | 1 | |
| 99.936 | 1 | |
| 99.904 | 1 | |
| 99.872 | 1 | |
| 99.84 | 1 | |
| 99.808 | 1 | |
| 99.776 | 1 | |
| 99.744 | 1 | |
| 99.712 | 1 |
rr
Real number (ℝ)
| Distinct | 626 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.8 |
| Minimum | 16 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.0 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 16.5032 |
| Q1 | 18.5 |
| median | 21 |
| Q3 | 25 |
| 95-th percentile | 28.9936 |
| Maximum | 30 |
| Range | 14 |
| Interquartile range (IQR) | 6.5 |
Descriptive statistics
| Standard deviation | 3.9661108 |
|---|---|
| Coefficient of variation (CV) | 0.18193169 |
| Kurtosis | -0.95725379 |
| Mean | 21.8 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.45586255 |
| Sum | 13734 |
| Variance | 15.730035 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22 | 2 | 0.3% |
| 20 | 2 | 0.3% |
| 26 | 2 | 0.3% |
| 18 | 2 | 0.3% |
| 17.408 | 1 | 0.2% |
| 27.152 | 1 | 0.2% |
| 22.48 | 1 | 0.2% |
| 17.952 | 1 | 0.2% |
| 18.432 | 1 | 0.2% |
| 28.624 | 1 | 0.2% |
| Other values (616) | 616 |
| Value | Count | Frequency (%) |
| 16 | 1 | |
| 16.016 | 1 | |
| 16.032 | 1 | |
| 16.048 | 1 | |
| 16.064 | 1 | |
| 16.08 | 1 | |
| 16.096 | 1 | |
| 16.112 | 1 | |
| 16.128 | 1 | |
| 16.144 | 1 |
| Value | Count | Frequency (%) |
| 30 | 1 | |
| 29.968 | 1 | |
| 29.936 | 1 | |
| 29.904 | 1 | |
| 29.872 | 1 | |
| 29.84 | 1 | |
| 29.808 | 1 | |
| 29.776 | 1 | |
| 29.744 | 1 | |
| 29.712 | 1 |
t
Real number (ℝ)
| Distinct | 626 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.8 |
| Minimum | 85 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.0 KiB |
Quantile statistics
| Minimum | 85 |
|---|---|
| 5-th percentile | 86.258 |
| Q1 | 90.5 |
| median | 93 |
| Q3 | 95.5 |
| 95-th percentile | 98.2452 |
| Maximum | 99 |
| Range | 14 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5296897 |
|---|---|
| Coefficient of variation (CV) | 0.038035449 |
| Kurtosis | -0.67574733 |
| Mean | 92.8 |
| Median Absolute Deviation (MAD) | 2.504 |
| Skewness | -0.28575116 |
| Sum | 58464 |
| Variance | 12.458709 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 96 | 2 | 0.3% |
| 90 | 2 | 0.3% |
| 94 | 2 | 0.3% |
| 92 | 2 | 0.3% |
| 91.84 | 1 | 0.2% |
| 95.744 | 1 | 0.2% |
| 94.432 | 1 | 0.2% |
| 88.28 | 1 | 0.2% |
| 88 | 1 | 0.2% |
| 97.704 | 1 | 0.2% |
| Other values (616) | 616 |
| Value | Count | Frequency (%) |
| 85 | 1 | |
| 85.04 | 1 | |
| 85.08 | 1 | |
| 85.12 | 1 | |
| 85.16 | 1 | |
| 85.2 | 1 | |
| 85.24 | 1 | |
| 85.28 | 1 | |
| 85.32 | 1 | |
| 85.36 | 1 |
| Value | Count | Frequency (%) |
| 99 | 1 | |
| 98.976 | 1 | |
| 98.952 | 1 | |
| 98.928 | 1 | |
| 98.904 | 1 | |
| 98.88 | 1 | |
| 98.856 | 1 | |
| 98.832 | 1 | |
| 98.808 | 1 | |
| 98.784 | 1 |
lm
Real number (ℝ)
| Distinct | 626 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.7 |
| Minimum | 4 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.0 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 5.0064 |
| Q1 | 8.5 |
| median | 11 |
| Q3 | 15.75 |
| 95-th percentile | 18.4968 |
| Maximum | 19 |
| Range | 15 |
| Interquartile range (IQR) | 7.25 |
Descriptive statistics
| Standard deviation | 4.2996291 |
|---|---|
| Coefficient of variation (CV) | 0.36748967 |
| Kurtosis | -1.1102046 |
| Mean | 11.7 |
| Median Absolute Deviation (MAD) | 3.212 |
| Skewness | 0.16266708 |
| Sum | 7371 |
| Variance | 18.486811 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12 | 2 | 0.3% |
| 10 | 2 | 0.3% |
| 17 | 2 | 0.3% |
| 8 | 2 | 0.3% |
| 6.816 | 1 | 0.2% |
| 17.576 | 1 | 0.2% |
| 12.6 | 1 | 0.2% |
| 7.904 | 1 | 0.2% |
| 8.432 | 1 | 0.2% |
| 18.312 | 1 | 0.2% |
| Other values (616) | 616 |
| Value | Count | Frequency (%) |
| 4 | 1 | |
| 4.032 | 1 | |
| 4.064 | 1 | |
| 4.096 | 1 | |
| 4.128 | 1 | |
| 4.16 | 1 | |
| 4.192 | 1 | |
| 4.224 | 1 | |
| 4.256 | 1 | |
| 4.288 | 1 |
| Value | Count | Frequency (%) |
| 19 | 1 | |
| 18.984 | 1 | |
| 18.968 | 1 | |
| 18.952 | 1 | |
| 18.936 | 1 | |
| 18.92 | 1 | |
| 18.904 | 1 | |
| 18.888 | 1 | |
| 18.872 | 1 | |
| 18.856 | 1 |
bo
Real number (ℝ)
| Distinct | 626 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 90.9 |
| Minimum | 82 |
|---|---|
| Maximum | 97 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.0 KiB |
Quantile statistics
| Minimum | 82 |
|---|---|
| 5-th percentile | 83.5096 |
| Q1 | 88.5 |
| median | 91 |
| Q3 | 94.25 |
| 95-th percentile | 96.4968 |
| Maximum | 97 |
| Range | 15 |
| Interquartile range (IQR) | 5.75 |
Descriptive statistics
| Standard deviation | 3.902483 |
|---|---|
| Coefficient of variation (CV) | 0.042931606 |
| Kurtosis | -0.66608277 |
| Mean | 90.9 |
| Median Absolute Deviation (MAD) | 2.804 |
| Skewness | -0.36065533 |
| Sum | 57267 |
| Variance | 15.229374 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 95 | 2 | 0.3% |
| 88 | 2 | 0.3% |
| 92 | 2 | 0.3% |
| 90 | 2 | 0.3% |
| 89.84 | 1 | 0.2% |
| 94.616 | 1 | 0.2% |
| 92.648 | 1 | 0.2% |
| 85.936 | 1 | 0.2% |
| 85.6 | 1 | 0.2% |
| 96.136 | 1 | 0.2% |
| Other values (616) | 616 |
| Value | Count | Frequency (%) |
| 82 | 1 | |
| 82.048 | 1 | |
| 82.096 | 1 | |
| 82.144 | 1 | |
| 82.192 | 1 | |
| 82.24 | 1 | |
| 82.288 | 1 | |
| 82.336 | 1 | |
| 82.384 | 1 | |
| 82.432 | 1 |
| Value | Count | Frequency (%) |
| 97 | 1 | |
| 96.984 | 1 | |
| 96.968 | 1 | |
| 96.952 | 1 | |
| 96.936 | 1 | |
| 96.92 | 1 | |
| 96.904 | 1 | |
| 96.888 | 1 | |
| 96.872 | 1 | |
| 96.856 | 1 |
rem
Real number (ℝ)
| Distinct | 626 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.5 |
| Minimum | 60 |
|---|---|
| Maximum | 105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.0 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 65.032 |
| Q1 | 81.25 |
| median | 90 |
| Q3 | 98.75 |
| 95-th percentile | 103.742 |
| Maximum | 105 |
| Range | 45 |
| Interquartile range (IQR) | 17.5 |
Descriptive statistics
| Standard deviation | 11.893747 |
|---|---|
| Coefficient of variation (CV) | 0.13439262 |
| Kurtosis | -0.5962989 |
| Mean | 88.5 |
| Median Absolute Deviation (MAD) | 8.76 |
| Skewness | -0.57387866 |
| Sum | 55755 |
| Variance | 141.46121 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 95 | 2 | 0.3% |
| 85 | 2 | 0.3% |
| 100 | 2 | 0.3% |
| 80 | 2 | 0.3% |
| 74.08 | 1 | 0.2% |
| 101.44 | 1 | 0.2% |
| 95.6 | 1 | 0.2% |
| 79.52 | 1 | 0.2% |
| 81.08 | 1 | 0.2% |
| 103.28 | 1 | 0.2% |
| Other values (616) | 616 |
| Value | Count | Frequency (%) |
| 60 | 1 | |
| 60.16 | 1 | |
| 60.32 | 1 | |
| 60.48 | 1 | |
| 60.64 | 1 | |
| 60.8 | 1 | |
| 60.96 | 1 | |
| 61.12 | 1 | |
| 61.28 | 1 | |
| 61.44 | 1 |
| Value | Count | Frequency (%) |
| 105 | 1 | |
| 104.96 | 1 | |
| 104.92 | 1 | |
| 104.88 | 1 | |
| 104.84 | 1 | |
| 104.8 | 1 | |
| 104.76 | 1 | |
| 104.72 | 1 | |
| 104.68 | 1 | |
| 104.64 | 1 |
sr.1
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 501 |
|---|---|
| Distinct (%) | 79.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 127 |
| Zeros (%) | 20.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.5 |
| median | 3.5 |
| Q3 | 6.5 |
| 95-th percentile | 8.4968 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.054572 |
|---|---|
| Coefficient of variation (CV) | 0.82556 |
| Kurtosis | -1.4453469 |
| Mean | 3.7 |
| Median Absolute Deviation (MAD) | 3.004 |
| Skewness | 0.17511259 |
| Sum | 2331 |
| Variance | 9.3304102 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 127 | 20.2% |
| 2 | 2 | 0.3% |
| 5 | 2 | 0.3% |
| 7 | 2 | 0.3% |
| 0.752 | 1 | 0.2% |
| 5.432 | 1 | 0.2% |
| 4.568 | 1 | 0.2% |
| 3.92 | 1 | 0.2% |
| 0.544 | 1 | 0.2% |
| 3.824 | 1 | 0.2% |
| Other values (491) | 491 |
| Value | Count | Frequency (%) |
| 0 | 127 | |
| 0.016 | 1 | 0.2% |
| 0.032 | 1 | 0.2% |
| 0.048 | 1 | 0.2% |
| 0.064 | 1 | 0.2% |
| 0.08 | 1 | 0.2% |
| 0.096 | 1 | 0.2% |
| 0.112 | 1 | 0.2% |
| 0.128 | 1 | 0.2% |
| 0.144 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 9 | 1 | |
| 8.984 | 1 | |
| 8.968 | 1 | |
| 8.952 | 1 | |
| 8.936 | 1 | |
| 8.92 | 1 | |
| 8.904 | 1 | |
| 8.888 | 1 | |
| 8.872 | 1 | |
| 8.856 | 1 |
hr
Real number (ℝ)
| Distinct | 626 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.5 |
| Minimum | 50 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.0 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 51.258 |
| Q1 | 56.25 |
| median | 62.5 |
| Q3 | 72.5 |
| 95-th percentile | 82.484 |
| Maximum | 85 |
| Range | 35 |
| Interquartile range (IQR) | 16.25 |
Descriptive statistics
| Standard deviation | 9.915277 |
|---|---|
| Coefficient of variation (CV) | 0.15372523 |
| Kurtosis | -0.95725379 |
| Mean | 64.5 |
| Median Absolute Deviation (MAD) | 7.5 |
| Skewness | 0.45586255 |
| Sum | 40635 |
| Variance | 98.312719 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 65 | 2 | 0.3% |
| 60 | 2 | 0.3% |
| 75 | 2 | 0.3% |
| 55 | 2 | 0.3% |
| 53.52 | 1 | 0.2% |
| 77.88 | 1 | 0.2% |
| 66.2 | 1 | 0.2% |
| 54.88 | 1 | 0.2% |
| 56.08 | 1 | 0.2% |
| 81.56 | 1 | 0.2% |
| Other values (616) | 616 |
| Value | Count | Frequency (%) |
| 50 | 1 | |
| 50.04 | 1 | |
| 50.08 | 1 | |
| 50.12 | 1 | |
| 50.16 | 1 | |
| 50.2 | 1 | |
| 50.24 | 1 | |
| 50.28 | 1 | |
| 50.32 | 1 | |
| 50.36 | 1 |
| Value | Count | Frequency (%) |
| 85 | 1 | |
| 84.92 | 1 | |
| 84.84 | 1 | |
| 84.76 | 1 | |
| 84.68 | 1 | |
| 84.6 | 1 | |
| 84.52 | 1 | |
| 84.44 | 1 | |
| 84.36 | 1 | |
| 84.28 | 1 |
sl
Categorical
HIGH CORRELATION  UNIFORM 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 35.8 KiB |
| 3 | |
|---|---|
| 1 | |
| 0 | |
| 2 | |
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 630 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 1 |
| 4th row | 3 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 126 | |
| 1 | 126 | |
| 0 | 126 | |
| 2 | 126 | |
| 4 | 126 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 126 | |
| 1 | 126 | |
| 0 | 126 | |
| 2 | 126 | |
| 4 | 126 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 126 | |
| 1 | 126 | |
| 0 | 126 | |
| 2 | 126 | |
| 4 | 126 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 630 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 126 | |
| 1 | 126 | |
| 0 | 126 | |
| 2 | 126 | |
| 4 | 126 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 630 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 126 | |
| 1 | 126 | |
| 0 | 126 | |
| 2 | 126 | |
| 4 | 126 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 630 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 126 | |
| 1 | 126 | |
| 0 | 126 | |
| 2 | 126 | |
| 4 | 126 |
| sr | rr | t | lm | bo | rem | sr.1 | hr | sl | |
|---|---|---|---|---|---|---|---|---|---|
| sr | 1.000 | 1.000 | -0.920 | 1.000 | -0.920 | 1.000 | -0.931 | 1.000 | 0.936 |
| rr | 1.000 | 1.000 | -0.920 | 1.000 | -0.920 | 1.000 | -0.931 | 1.000 | 0.884 |
| t | -0.920 | -0.920 | 1.000 | -0.920 | 1.000 | -0.920 | 0.996 | -0.920 | 0.904 |
| lm | 1.000 | 1.000 | -0.920 | 1.000 | -0.920 | 1.000 | -0.931 | 1.000 | 0.900 |
| bo | -0.920 | -0.920 | 1.000 | -0.920 | 1.000 | -0.920 | 0.996 | -0.920 | 0.876 |
| rem | 1.000 | 1.000 | -0.920 | 1.000 | -0.920 | 1.000 | -0.931 | 1.000 | 0.874 |
| sr.1 | -0.931 | -0.931 | 0.996 | -0.931 | 0.996 | -0.931 | 1.000 | -0.931 | 0.844 |
| hr | 1.000 | 1.000 | -0.920 | 1.000 | -0.920 | 1.000 | -0.931 | 1.000 | 0.884 |
| sl | 0.936 | 0.884 | 0.904 | 0.900 | 0.876 | 0.874 | 0.844 | 0.884 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| sr | rr | t | lm | bo | rem | sr.1 | hr | sl | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 93.80 | 25.680 | 91.840 | 16.600 | 89.840 | 99.60 | 1.840 | 74.20 | 3 |
| 1 | 91.64 | 25.104 | 91.552 | 15.880 | 89.552 | 98.88 | 1.552 | 72.76 | 3 |
| 2 | 60.00 | 20.000 | 96.000 | 10.000 | 95.000 | 85.00 | 7.000 | 60.00 | 1 |
| 3 | 85.76 | 23.536 | 90.768 | 13.920 | 88.768 | 96.92 | 0.768 | 68.84 | 3 |
| 4 | 48.12 | 17.248 | 97.872 | 6.496 | 96.248 | 72.48 | 8.248 | 53.12 | 0 |
| 5 | 56.88 | 19.376 | 95.376 | 9.376 | 94.064 | 83.44 | 6.376 | 58.44 | 1 |
| 6 | 47.00 | 16.800 | 97.200 | 5.600 | 95.800 | 68.00 | 7.800 | 52.00 | 0 |
| 7 | 50.00 | 18.000 | 99.000 | 8.000 | 97.000 | 80.00 | 9.000 | 55.00 | 0 |
| 8 | 45.28 | 16.112 | 96.168 | 4.224 | 95.112 | 61.12 | 7.112 | 50.28 | 0 |
| 9 | 55.52 | 19.104 | 95.104 | 9.104 | 93.656 | 82.76 | 6.104 | 57.76 | 1 |
| sr | rr | t | lm | bo | rem | sr.1 | hr | sl | |
|---|---|---|---|---|---|---|---|---|---|
| 620 | 97.024 | 27.024 | 86.280 | 17.512 | 83.536 | 101.28 | 0.000 | 77.56 | 4 |
| 621 | 53.200 | 18.640 | 94.640 | 8.640 | 92.960 | 81.60 | 5.640 | 56.60 | 1 |
| 622 | 65.440 | 20.544 | 92.544 | 10.544 | 90.544 | 87.72 | 2.816 | 61.36 | 2 |
| 623 | 98.144 | 28.144 | 87.680 | 18.072 | 85.216 | 102.68 | 0.000 | 80.36 | 4 |
| 624 | 58.800 | 19.760 | 95.760 | 9.760 | 94.640 | 84.40 | 6.760 | 59.40 | 1 |
| 625 | 69.600 | 20.960 | 92.960 | 10.960 | 90.960 | 89.80 | 3.440 | 62.40 | 2 |
| 626 | 48.440 | 17.376 | 98.064 | 6.752 | 96.376 | 73.76 | 8.376 | 53.44 | 0 |
| 627 | 97.504 | 27.504 | 86.880 | 17.752 | 84.256 | 101.88 | 0.000 | 78.76 | 4 |
| 628 | 58.640 | 19.728 | 95.728 | 9.728 | 94.592 | 84.32 | 6.728 | 59.32 | 1 |
| 629 | 73.920 | 21.392 | 93.392 | 11.392 | 91.392 | 91.96 | 4.088 | 63.48 | 2 |